{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 《python数据可视化之matplotlib实践》\n",
    "\n",
    "## 查看颜色格式\n",
    "\n",
    "http://colorbrewer2.org/#type=sequential&scheme=PuBuGn&n=3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "random_data = np.random.rand(10,10)\n",
    "plt.pcolor(random_data, cmap='BuPu') # Create a pseudocolor plot of a 2-D array.\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "random_data = np.random.rand(10,10)\n",
    "plt.pcolor(random_data, cmap=mpl.cm.BuPu) # 指定颜色格式colormap的另一种方法\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 512) <class 'numpy.ndarray'>\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制图片的像素值colormap\n",
    "\n",
    "import scipy.misc\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "ascent = scipy.misc.ascent()  # 调用一张图像示例（numpy array格式）\n",
    "print(ascent.shape, type(ascent))\n",
    "plt.imshow(ascent, cmap=mpl.cm.gray)\n",
    "\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(ascent, cmap=mpl.cm.jet)\n",
    "\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(ascent, cmap=mpl.cm.hot)\n",
    "\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "demo = plt.imread(\"overview.png\")\n",
    "plt.imshow(demo)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
